0% Complete
صفحه اصلی
/
نهمین کنفرانس بین المللی کنترل ، ابزار دقیق و اتوماسیون
Detection of Defective Products in Injection Molding Process Using YOLO-NAS
نویسندگان :
Mohammadreza Asadi
1
Seyedeh Sogand Hashemi
2
Mohammad Taghi Sadeghi
3
1- Yazd University
2- Yazd University
3- Yazd University
کلمات کلیدی :
Deep Learning،Defect Detection،Injection Molding،Machine Vision،YOLO
چکیده :
Injection molding is an important manufacturing process with applications spanning various industries. Modern industry demands quality, efficiency, and environmental sustainability. The advanced injection molding inspection systems (IMIS) provide these requirements by real-time monitoring systems executed based on Industry 4.0 technologies such as IoT, machine vision, and artificial intelligence. This paper introduces an IMIS using YOLO-NAS models as one of the state-of-the-art deep neural networks for real-time object detection, to recognize both complete and defective injected products. Upon defective products detection, the system automatically stops the injection process, ensuring operational safety and product quality. Our evaluation of implemented models based on YOLO-NAS variants (i.e. small, medium, large) for injection molding inspection reveals minor performance differences. The results declare that YOLO-NAS models have a reliable performance on defective products detection in an injection molding machine.
لیست مقالات
لیست مقالات بایگانی شده
Attention and Autoencoder Hybrid Model for Unsupervised Online Anomaly Detection
Seyed Amirhossein Najafi - Mohammad Hassan Asemani - Peyman Setoodeh
Detection of Defective Products in Injection Molding Process Using YOLO-NAS
Mohammadreza Asadi - Seyedeh Sogand Hashemi - Mohammad Taghi Sadeghi
On The Dynamic Calibration and Trajectory Control of ARASH:ASiST
Ali Hassani - M.R. Dindarloo - R. Khorrambakht - A. Bataleblu - R. Heidari - M. Motaharifar - S. F. Mohammadi - H. D. Taghirad
A Novel Controller Design of Underwater Fish-Like Micro Mobile Robot with PZT Actuator
Alireza Ahangarani Farahani - Seyed Majid Hosseini
Fuzzy Logic-Based Uncertainty Analysis of a Sheet Pile Soil Retaining Wall
Negin Sarshar - Ali Derakhshani
Adaptive Fractional Sliding Mode Controller for Controlling Airway pressure in an Artificial Ventilation System
Amir Veisi - Hamoun Maleki - Hadi Delavari
Robust Control Design for a Two-Wing MIMO Chaotic System
Alireza Azimi - Elham Amini Boroujeni
Consensus Tracking of Multi-Agent Systems in The Presence of Byzantine Agents Using Model Predictive Control
Mohammad amin Rezaei - Peyman Bagheri - Farzad Hashem zadeh
Non-pharmacological interventions for Covid-19 new variants with fractional order fuzzy type-2 PID
Amir Veisi - Hamoun Maleki - Hadi Delavari
کنترل تطبیقی سیستم چندعاملی غیرخطی با نامعینی پارامتری و تاخیر تغییرپذیر با زمان نامعلوم
نجمه زمانی - جواد عسگری - مرضیه کمالی
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.2.8